Effect of Extracellular Matrix Elements on the Transport of Paclitaxel through an Arterial Wall Tissue Mimic
Bibliographic record
Abstract
Paclitaxel (PTx) is reported to have an nonuniform steady-state concentration profile in the arterial wall. We utilized epifluorescence microscopy to make precise measurements of fluorescently-labeled PTx (F-PTx) distribution through an in vitro tissue mimic which contained varying concentrations of fibrin, elastin, soybean oil, palmitic acid, and solid glass beads. As little as 0.5 mg/mL of elastin in agarose produced a 50% drop in the measured diffusion coefficient, while as much as 10 mg/mL of fibrin in agarose was required for the same reduction in rate of transport. Because no reduction in the measured diffusion coefficient was observed for solubilized, extracted elastin or unassembled elastin-like polypeptides, the effect was specific to elastic fibers that closely resembled the native elastin network. Collectively, this work identifies a potential source for the high degree of partitioning observed for PTx in native tissue and further develops an in vitro technique for exploring complex tissue-drug interactions.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".